2026

Bridging Scale Discrepancies in Robotic Control via Language-Based Action Representations

AAAI

Yuchi, Zhang and Churui, Sun and Shiqi, Liang and Diyuan, Liu and Chao, Ji and Weinan, Zhang and Ting, Liu

Bridging Scale Discrepancies in Robotic Control via Language-Based Action Representations

AAAI

Yuchi, Zhang and Churui, Sun and Shiqi, Liang and Diyuan, Liu and Chao, Ji and Weinan, Zhang and Ting, Liu

FAER: Benchmarking VLMs for Failure-Aware Embodied Reasoning

Findings of ACL

Hao, Song and Kaifeng, Liu and Yuanxing, Liu and Xiang, Tian and Xuesong, Wang and Yifan, Chen and Weinan, Zhang and Ting, Liu

FAER: Benchmarking VLMs for Failure-Aware Embodied Reasoning

Findings of ACL

Hao, Song and Kaifeng, Liu and Yuanxing, Liu and Xiang, Tian and Xuesong, Wang and Yifan, Chen and Weinan, Zhang and Ting, Liu

PhysGM: Large Physical Gaussian Model for Feed-Forward 4D Synthesis

CVPR

Chunji, lv and Zequn, Chen and Donglin, Di and Weinan, Zhang and Hao, Li and Chen, Wei and Yinjie, Lei and Changsheng, Li

PhysGM: Large Physical Gaussian Model for Feed-Forward 4D Synthesis

CVPR

Chunji, lv and Zequn, Chen and Donglin, Di and Weinan, Zhang and Hao, Li and Chen, Wei and Yinjie, Lei and Changsheng, Li

When Does Language Matter? Multilingual Instructions Reveal Step-wise Language Sensitivity in Vision-Language-Action Models

ACL

Xuan, Dong and Zhe, Han and Tianhao, Niu and Qingfu, Zhu and Wanxiang, Che

When Does Language Matter? Multilingual Instructions Reveal Step-wise Language Sensitivity in Vision-Language-Action Models

ACL

Xuan, Dong and Zhe, Han and Tianhao, Niu and Qingfu, Zhu and Wanxiang, Che

Exploring and Distilling Multi-Dimensional Clues for Interpretable Social Bot Detection

ACL

Yi, Han and Haiqi, Lu and Lizi, Liao and Shuhan, Zhou and Yuanxing, Liu and Weinan, Zhang and Ting Liu

Exploring and Distilling Multi-Dimensional Clues for Interpretable Social Bot Detection

ACL

Yi, Han and Haiqi, Lu and Lizi, Liao and Shuhan, Zhou and Yuanxing, Liu and Weinan, Zhang and Ting Liu

Gradients with respect to semantics preserving embeddings tell the uncertainty of large language models

ICML

Mingda, Li and Rundong, Lv and Xinyu, Li and Weinan, Zhang and Ting, Liu

Gradients with respect to semantics preserving embeddings tell the uncertainty of large language models

ICML

Mingda, Li and Rundong, Lv and Xinyu, Li and Weinan, Zhang and Ting, Liu

MRPO: Magnitude-Regularized Policy Optimization via L1 Constraints

ICML

Wei, Han and Yuanxing, Liu and Mingda, Li and Ruiyu, Xiao and Weinan, Zhang and Ting, Liu

MRPO: Magnitude-Regularized Policy Optimization via L1 Constraints

ICML

Wei, Han and Yuanxing, Liu and Mingda, Li and Ruiyu, Xiao and Weinan, Zhang and Ting, Liu

RLinf-VLA: A Unified and Efficient Framework for Reinforcement Learning of Vision-Language-Action Models

RSS

Hongzhi, Zang and Mingjie, Wei and Si, Xu and Yongji, Wu and Zhen, Guo and Yuanqing, Wang and Hao, Lin and Peihong, Wang and Liangzhi, Shi and Yuqing, Xie and Zhexuan, Xu and Zhihao, Liu and Kang, Chen and Wenhao, Tang and Quanlu, Zhang and Weinan, Zhang and Chao, Yu and Yu, Wang

RLinf-VLA: A Unified and Efficient Framework for Reinforcement Learning of Vision-Language-Action Models

RSS

Hongzhi, Zang and Mingjie, Wei and Si, Xu and Yongji, Wu and Zhen, Guo and Yuanqing, Wang and Hao, Lin and Peihong, Wang and Liangzhi, Shi and Yuqing, Xie and Zhexuan, Xu and Zhihao, Liu and Kang, Chen and Wenhao, Tang and Quanlu, Zhang and Weinan, Zhang and Chao, Yu and Yu, Wang